Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 19001 |
| Missing cells | 7531 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.3 MiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 5 |
| DateTime | 1 |
name has a high cardinality: 18780 distinct values | High cardinality |
host_name has a high cardinality: 6307 distinct values | High cardinality |
neighbourhood has a high cardinality: 215 distinct values | High cardinality |
id is highly correlated with host_id | High correlation |
host_id is highly correlated with id | High correlation |
number_of_reviews is highly correlated with reviews_per_month | High correlation |
reviews_per_month is highly correlated with number_of_reviews | High correlation |
id is highly correlated with host_id | High correlation |
host_id is highly correlated with id | High correlation |
number_of_reviews is highly correlated with reviews_per_month | High correlation |
reviews_per_month is highly correlated with number_of_reviews | High correlation |
number_of_reviews is highly correlated with reviews_per_month | High correlation |
reviews_per_month is highly correlated with number_of_reviews | High correlation |
id is highly correlated with host_id | High correlation |
host_id is highly correlated with id | High correlation |
neighbourhood_group is highly correlated with latitude and 1 other fields | High correlation |
latitude is highly correlated with neighbourhood_group and 1 other fields | High correlation |
longitude is highly correlated with neighbourhood_group and 1 other fields | High correlation |
room_type is highly correlated with price | High correlation |
price is highly correlated with room_type | High correlation |
number_of_reviews is highly correlated with reviews_per_month | High correlation |
reviews_per_month is highly correlated with number_of_reviews | High correlation |
last_review has 3758 (19.8%) missing values | Missing |
reviews_per_month has 3758 (19.8%) missing values | Missing |
minimum_nights is highly skewed (γ1 = 26.36588078) | Skewed |
name is uniformly distributed | Uniform |
id has unique values | Unique |
number_of_reviews has 3758 (19.8%) zeros | Zeros |
availability_365 has 6970 (36.7%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-21 16:32:51.910814 |
|---|---|
| Analysis finished | 2022-02-21 16:33:13.159022 |
| Duration | 21.25 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 19001 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18830405.22 |
| Minimum | 2539 |
|---|---|
| Maximum | 36485609 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 2539 |
|---|---|
| 5-th percentile | 1177971 |
| Q1 | 9355498 |
| median | 19387536 |
| Q3 | 28919516 |
| 95-th percentile | 35240782 |
| Maximum | 36485609 |
| Range | 36483070 |
| Interquartile range (IQR) | 19564018 |
Descriptive statistics
| Standard deviation | 10969857.88 |
|---|---|
| Coefficient of variation (CV) | 0.5825609034 |
| Kurtosis | -1.225663309 |
| Mean | 18830405.22 |
| Median Absolute Deviation (MAD) | 9804926 |
| Skewness | -0.06687371468 |
| Sum | 3.577965297 × 1011 |
| Variance | 1.203377819 × 1014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9138664 | 1 | < 0.1% |
| 17922181 | 1 | < 0.1% |
| 13746962 | 1 | < 0.1% |
| 20917712 | 1 | < 0.1% |
| 26734288 | 1 | < 0.1% |
| 10527546 | 1 | < 0.1% |
| 9518 | 1 | < 0.1% |
| 12188651 | 1 | < 0.1% |
| 28959608 | 1 | < 0.1% |
| 15158194 | 1 | < 0.1% |
| Other values (18991) | 18991 |
| Value | Count | Frequency (%) |
| 2539 | 1 | |
| 3831 | 1 | |
| 5022 | 1 | |
| 5121 | 1 | |
| 5203 | 1 | |
| 5238 | 1 | |
| 5803 | 1 | |
| 6090 | 1 | |
| 6848 | 1 | |
| 7750 | 1 |
| Value | Count | Frequency (%) |
| 36485609 | 1 | |
| 36485057 | 1 | |
| 36480292 | 1 | |
| 36479723 | 1 | |
| 36478343 | 1 | |
| 36472171 | 1 | |
| 36471896 | 1 | |
| 36468880 | 1 | |
| 36458668 | 1 | |
| 36456829 | 1 |
| Distinct | 18780 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 7 |
| Missing (%) | < 0.1% |
| Memory size | 148.6 KiB |
| Hillside Hotel | 7 |
|---|---|
| Brooklyn Apartment | 7 |
| Home away from home | 6 |
| Private Room | 6 |
| New york Multi-unit building | 5 |
| Other values (18775) |
Length
| Max length | 179 |
|---|---|
| Median length | 36 |
| Mean length | 36.75139518 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 18619 ? |
|---|---|
| Unique (%) | 98.0% |
Sample
| 1st row | Private Lg Room 15 min to Manhattan |
|---|---|
| 2nd row | TIME SQUARE CHARMING ONE BED IN HELL'S KITCHEN,NYC |
| 3rd row | Voted #1 Location Quintessential 1BR W Village Apt |
| 4th row | Spacious 1 bedroom apartment 15min from Manhattan |
| 5th row | Big beautiful bedroom in huge Bushwick apartment |
Common Values
| Value | Count | Frequency (%) |
| Hillside Hotel | 7 | < 0.1% |
| Brooklyn Apartment | 7 | < 0.1% |
| Home away from home | 6 | < 0.1% |
| Private Room | 6 | < 0.1% |
| New york Multi-unit building | 5 | < 0.1% |
| Cozy Room | 5 | < 0.1% |
| Private room in Manhattan | 5 | < 0.1% |
| Private room in Williamsburg | 4 | < 0.1% |
| Cozy Private Room | 4 | < 0.1% |
| Williamsburg Loft | 3 | < 0.1% |
| Other values (18770) | 18942 | |
| (Missing) | 7 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| in | 6594 | 5.7% |
| room | 4014 | 3.5% |
| 3161 | 2.7% | |
| bedroom | 3016 | 2.6% |
| private | 2874 | 2.5% |
| apartment | 2658 | 2.3% |
| cozy | 2017 | 1.7% |
| apt | 1765 | 1.5% |
| brooklyn | 1623 | 1.4% |
| studio | 1556 | 1.3% |
| Other values (6673) | 86285 |
Most occurring characters
| Value | Count | Frequency (%) |
| 72 |
Most occurring categories
| Value | Count | Frequency (%) |
| Control | 72 |
Most frequent character per category
Control
| Value | Count | Frequency (%) |
| 72 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 72 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 72 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 72 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 72 |
| Distinct | 16241 |
|---|---|
| Distinct (%) | 85.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66394588.99 |
| Minimum | 2571 |
|---|---|
| Maximum | 274273284 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 2571 |
|---|---|
| 5-th percentile | 764688 |
| Q1 | 7728754 |
| median | 30487854 |
| Q3 | 104835356 |
| 95-th percentile | 239519185 |
| Maximum | 274273284 |
| Range | 274270713 |
| Interquartile range (IQR) | 97106602 |
Descriptive statistics
| Standard deviation | 77826632.15 |
|---|---|
| Coefficient of variation (CV) | 1.172183356 |
| Kurtosis | 0.2898665825 |
| Mean | 66394588.99 |
| Median Absolute Deviation (MAD) | 27185317 |
| Skewness | 1.245958822 |
| Sum | 1.261563585 × 1012 |
| Variance | 6.056984672 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 219517861 | 117 | 0.6% |
| 107434423 | 71 | 0.4% |
| 30283594 | 44 | 0.2% |
| 137358866 | 36 | 0.2% |
| 12243051 | 36 | 0.2% |
| 61391963 | 34 | 0.2% |
| 16098958 | 33 | 0.2% |
| 22541573 | 32 | 0.2% |
| 26377263 | 24 | 0.1% |
| 2856748 | 22 | 0.1% |
| Other values (16231) | 18552 |
| Value | Count | Frequency (%) |
| 2571 | 1 | < 0.1% |
| 2787 | 3 | |
| 3151 | 1 | < 0.1% |
| 3415 | 1 | < 0.1% |
| 3563 | 1 | < 0.1% |
| 3647 | 2 | |
| 4396 | 1 | < 0.1% |
| 4869 | 1 | < 0.1% |
| 5089 | 1 | < 0.1% |
| 6041 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 274273284 | 1 | |
| 274195458 | 1 | |
| 274103383 | 1 | |
| 273870123 | 1 | |
| 273841667 | 1 | |
| 273741577 | 1 | |
| 273656890 | 1 | |
| 273632292 | 1 | |
| 273619304 | 1 | |
| 273613106 | 1 |
| Distinct | 6307 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Memory size | 148.6 KiB |
| Michael | 159 |
|---|---|
| David | 157 |
| John | 130 |
| Sonder (NYC) | 117 |
| Alex | 98 |
| Other values (6302) |
Length
| Max length | 35 |
|---|---|
| Median length | 6 |
| Mean length | 6.100931922 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 4077 ? |
|---|---|
| Unique (%) | 21.5% |
Sample
| 1st row | Iris |
|---|---|
| 2nd row | Johlex |
| 3rd row | John |
| 4th row | Regan |
| 5th row | Megan |
Common Values
| Value | Count | Frequency (%) |
| Michael | 159 | 0.8% |
| David | 157 | 0.8% |
| John | 130 | 0.7% |
| Sonder (NYC) | 117 | 0.6% |
| Alex | 98 | 0.5% |
| Daniel | 92 | 0.5% |
| Sarah | 87 | 0.5% |
| Maria | 86 | 0.5% |
| Chris | 81 | 0.4% |
| Anna | 77 | 0.4% |
| Other values (6297) | 17909 |
Length
| Value | Count | Frequency (%) |
| 401 | 1.9% | |
| and | 234 | 1.1% |
| michael | 175 | 0.8% |
| david | 169 | 0.8% |
| sonder | 153 | 0.7% |
| john | 145 | 0.7% |
| nyc | 122 | 0.6% |
| alex | 121 | 0.6% |
| laura | 117 | 0.6% |
| maria | 105 | 0.5% |
| Other values (5877) | 19369 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 148.6 KiB |
| Brooklyn | |
|---|---|
| Manhattan | |
| Queens | |
| Bronx | 434 |
| Staten Island | 159 |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.150623651 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Queens |
|---|---|
| 2nd row | Manhattan |
| 3rd row | Manhattan |
| 4th row | Queens |
| 5th row | Brooklyn |
Common Values
| Value | Count | Frequency (%) |
| Brooklyn | 8046 | |
| Manhattan | 8031 | |
| Queens | 2331 | 12.3% |
| Bronx | 434 | 2.3% |
| Staten Island | 159 | 0.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| brooklyn | 8046 | |
| manhattan | 8031 | |
| queens | 2331 | 12.2% |
| bronx | 434 | 2.3% |
| staten | 159 | 0.8% |
| island | 159 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 215 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 148.6 KiB |
| Williamsburg | |
|---|---|
| Bedford-Stuyvesant | |
| Harlem | 1086 |
| Bushwick | 978 |
| Upper West Side | 734 |
| Other values (210) |
Length
| Max length | 26 |
|---|---|
| Median length | 12 |
| Mean length | 11.91947792 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Sunnyside |
|---|---|
| 2nd row | Hell's Kitchen |
| 3rd row | West Village |
| 4th row | Astoria |
| 5th row | Bushwick |
Common Values
| Value | Count | Frequency (%) |
| Williamsburg | 1526 | 8.0% |
| Bedford-Stuyvesant | 1478 | 7.8% |
| Harlem | 1086 | 5.7% |
| Bushwick | 978 | 5.1% |
| Upper West Side | 734 | 3.9% |
| East Village | 705 | 3.7% |
| Hell's Kitchen | 693 | 3.6% |
| Upper East Side | 667 | 3.5% |
| Crown Heights | 631 | 3.3% |
| Midtown | 505 | 2.7% |
| Other values (205) | 9998 |
Length
| Value | Count | Frequency (%) |
| east | 2575 | 8.4% |
| side | 1756 | 5.7% |
| harlem | 1540 | 5.0% |
| williamsburg | 1526 | 5.0% |
| bedford-stuyvesant | 1478 | 4.8% |
| heights | 1427 | 4.7% |
| upper | 1401 | 4.6% |
| village | 1186 | 3.9% |
| west | 1033 | 3.4% |
| bushwick | 978 | 3.2% |
| Other values (227) | 15760 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 12087 |
|---|---|
| Distinct (%) | 63.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.72806312 |
| Minimum | 40.50873 |
|---|---|
| Maximum | 40.91306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 40.50873 |
|---|---|
| 5-th percentile | 40.64456 |
| Q1 | 40.68882 |
| median | 40.72171 |
| Q3 | 40.76321 |
| 95-th percentile | 40.82645 |
| Maximum | 40.91306 |
| Range | 0.40433 |
| Interquartile range (IQR) | 0.07439 |
Descriptive statistics
| Standard deviation | 0.05538931047 |
|---|---|
| Coefficient of variation (CV) | 0.001359978998 |
| Kurtosis | 0.05864487992 |
| Mean | 40.72806312 |
| Median Absolute Deviation (MAD) | 0.03659 |
| Skewness | 0.2542518047 |
| Sum | 773873.9274 |
| Variance | 0.003067975714 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40.71813 | 8 | < 0.1% |
| 40.72232 | 8 | < 0.1% |
| 40.68634 | 8 | < 0.1% |
| 40.69414 | 8 | < 0.1% |
| 40.68683 | 7 | < 0.1% |
| 40.72607 | 7 | < 0.1% |
| 40.68084 | 7 | < 0.1% |
| 40.72434 | 6 | < 0.1% |
| 40.76389 | 6 | < 0.1% |
| 40.70741 | 6 | < 0.1% |
| Other values (12077) | 18930 |
| Value | Count | Frequency (%) |
| 40.50873 | 1 | |
| 40.52293 | 1 | |
| 40.53871 | 1 | |
| 40.53939 | 1 | |
| 40.54106 | 1 | |
| 40.54312 | 1 | |
| 40.5455 | 1 | |
| 40.54857 | 1 | |
| 40.54889 | 1 | |
| 40.54901 | 1 |
| Value | Count | Frequency (%) |
| 40.91306 | 1 | |
| 40.90527 | 1 | |
| 40.90391 | 1 | |
| 40.90356 | 1 | |
| 40.90329 | 1 | |
| 40.90281 | 1 | |
| 40.9026 | 1 | |
| 40.89981 | 1 | |
| 40.89811 | 1 | |
| 40.89756 | 1 |
| Distinct | 9944 |
|---|---|
| Distinct (%) | 52.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -73.95082679 |
| Minimum | -74.23914 |
|---|---|
| Maximum | -73.71795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19001 |
| Negative (%) | 100.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | -74.23914 |
|---|---|
| 5-th percentile | -74.00369 |
| Q1 | -73.98205 |
| median | -73.95463 |
| Q3 | -73.93449 |
| 95-th percentile | -73.86186 |
| Maximum | -73.71795 |
| Range | 0.52119 |
| Interquartile range (IQR) | 0.04756 |
Descriptive statistics
| Standard deviation | 0.04682498719 |
|---|---|
| Coefficient of variation (CV) | -0.0006331908543 |
| Kurtosis | 4.824279693 |
| Mean | -73.95082679 |
| Median Absolute Deviation (MAD) | 0.02489 |
| Skewness | 1.234020827 |
| Sum | -1405139.66 |
| Variance | 0.002192579425 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -73.94829 | 9 | < 0.1% |
| -73.95725 | 9 | < 0.1% |
| -73.95121 | 9 | < 0.1% |
| -73.95742 | 9 | < 0.1% |
| -73.95427 | 9 | < 0.1% |
| -73.98589 | 9 | < 0.1% |
| -73.95675 | 8 | < 0.1% |
| -73.9567 | 8 | < 0.1% |
| -73.95149 | 8 | < 0.1% |
| -73.98043 | 8 | < 0.1% |
| Other values (9934) | 18915 |
| Value | Count | Frequency (%) |
| -74.23914 | 1 | |
| -74.21238 | 1 | |
| -74.19626 | 1 | |
| -74.18259 | 1 | |
| -74.17628 | 1 | |
| -74.17388 | 1 | |
| -74.17117 | 1 | |
| -74.17065 | 1 | |
| -74.16966 | 1 | |
| -74.16634 | 1 |
| Value | Count | Frequency (%) |
| -73.71795 | 1 | |
| -73.71829 | 1 | |
| -73.72582 | 1 | |
| -73.72716 | 1 | |
| -73.72731 | 1 | |
| -73.7274 | 1 | |
| -73.72778 | 1 | |
| -73.72817 | 1 | |
| -73.72901 | 1 | |
| -73.72928 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 148.6 KiB |
| Entire home/apt | |
|---|---|
| Private room | |
| Shared room | 438 |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 13.48034314 |
| Min length | 11 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Private room |
|---|---|
| 2nd row | Entire home/apt |
| 3rd row | Entire home/apt |
| 4th row | Entire home/apt |
| 5th row | Private room |
Common Values
| Value | Count | Frequency (%) |
| Entire home/apt | 9522 | |
| Private room | 9041 | |
| Shared room | 438 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| entire | 9522 | |
| home/apt | 9522 | |
| room | 9479 | |
| private | 9041 | |
| shared | 438 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 321 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.3404558 |
| Minimum | 10 |
|---|---|
| Maximum | 350 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 66 |
| median | 100 |
| Q3 | 160 |
| 95-th percentile | 270 |
| Maximum | 350 |
| Range | 340 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 71.53034564 |
|---|---|
| Coefficient of variation (CV) | 0.5846826807 |
| Kurtosis | 0.5028006941 |
| Mean | 122.3404558 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 1.027024411 |
| Sum | 2324591 |
| Variance | 5116.590347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 856 | 4.5% |
| 150 | 821 | 4.3% |
| 50 | 636 | 3.3% |
| 200 | 590 | 3.1% |
| 75 | 570 | 3.0% |
| 60 | 555 | 2.9% |
| 80 | 531 | 2.8% |
| 70 | 482 | 2.5% |
| 120 | 471 | 2.5% |
| 65 | 471 | 2.5% |
| Other values (311) | 13018 |
| Value | Count | Frequency (%) |
| 10 | 6 | |
| 11 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 18 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 20 | 13 | |
| 21 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 350 | 147 | |
| 349 | 14 | 0.1% |
| 348 | 1 | < 0.1% |
| 347 | 2 | < 0.1% |
| 346 | 1 | < 0.1% |
| 345 | 11 | 0.1% |
| 344 | 1 | < 0.1% |
| 343 | 2 | < 0.1% |
| 342 | 1 | < 0.1% |
| 341 | 2 | < 0.1% |
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.906899637 |
| Minimum | 1 |
|---|---|
| Maximum | 1250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 30 |
| Maximum | 1250 |
| Range | 1249 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 21.45654397 |
|---|---|
| Coefficient of variation (CV) | 3.10653768 |
| Kurtosis | 1156.455229 |
| Mean | 6.906899637 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 26.36588078 |
| Sum | 131238 |
| Variance | 460.3832792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5003 | |
| 2 | 4619 | |
| 3 | 3086 | |
| 30 | 1442 | 7.6% |
| 4 | 1253 | 6.6% |
| 5 | 1140 | 6.0% |
| 7 | 822 | 4.3% |
| 6 | 285 | 1.5% |
| 14 | 210 | 1.1% |
| 10 | 178 | 0.9% |
| Other values (65) | 963 | 5.1% |
| Value | Count | Frequency (%) |
| 1 | 5003 | |
| 2 | 4619 | |
| 3 | 3086 | |
| 4 | 1253 | 6.6% |
| 5 | 1140 | 6.0% |
| 6 | 285 | 1.5% |
| 7 | 822 | 4.3% |
| 8 | 52 | 0.3% |
| 9 | 34 | 0.2% |
| 10 | 178 | 0.9% |
| Value | Count | Frequency (%) |
| 1250 | 1 | < 0.1% |
| 999 | 2 | < 0.1% |
| 480 | 1 | < 0.1% |
| 400 | 1 | < 0.1% |
| 370 | 1 | < 0.1% |
| 365 | 11 | |
| 364 | 1 | < 0.1% |
| 300 | 1 | < 0.1% |
| 299 | 1 | < 0.1% |
| 240 | 2 | < 0.1% |
number_of_reviews
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 321 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.79774749 |
| Minimum | 0 |
|---|---|
| Maximum | 607 |
| Zeros | 3758 |
| Zeros (%) | 19.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 6 |
| Q3 | 24 |
| 95-th percentile | 116 |
| Maximum | 607 |
| Range | 607 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 45.49345456 |
|---|---|
| Coefficient of variation (CV) | 1.911670614 |
| Kurtosis | 19.56592146 |
| Mean | 23.79774749 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 3.706018813 |
| Sum | 452181 |
| Variance | 2069.654408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3758 | |
| 1 | 2022 | 10.6% |
| 2 | 1342 | 7.1% |
| 3 | 975 | 5.1% |
| 4 | 796 | 4.2% |
| 5 | 589 | 3.1% |
| 6 | 544 | 2.9% |
| 7 | 495 | 2.6% |
| 8 | 449 | 2.4% |
| 9 | 383 | 2.0% |
| Other values (311) | 7648 |
| Value | Count | Frequency (%) |
| 0 | 3758 | |
| 1 | 2022 | |
| 2 | 1342 | 7.1% |
| 3 | 975 | 5.1% |
| 4 | 796 | 4.2% |
| 5 | 589 | 3.1% |
| 6 | 544 | 2.9% |
| 7 | 495 | 2.6% |
| 8 | 449 | 2.4% |
| 9 | 383 | 2.0% |
| Value | Count | Frequency (%) |
| 607 | 1 | |
| 594 | 1 | |
| 510 | 1 | |
| 488 | 1 | |
| 474 | 1 | |
| 467 | 1 | |
| 466 | 1 | |
| 459 | 1 | |
| 448 | 1 | |
| 441 | 1 |
| Distinct | 1494 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 3758 |
| Missing (%) | 19.8% |
| Memory size | 148.6 KiB |
| Minimum | 2011-05-12 00:00:00 |
|---|---|
| Maximum | 2019-07-08 00:00:00 |
reviews_per_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 789 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 3758 |
| Missing (%) | 19.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.380927639 |
| Minimum | 0.01 |
|---|---|
| Maximum | 27.95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.04 |
| Q1 | 0.19 |
| median | 0.72 |
| Q3 | 2.01 |
| 95-th percentile | 4.69 |
| Maximum | 27.95 |
| Range | 27.94 |
| Interquartile range (IQR) | 1.82 |
Descriptive statistics
| Standard deviation | 1.689988413 |
|---|---|
| Coefficient of variation (CV) | 1.22380664 |
| Kurtosis | 11.9516004 |
| Mean | 1.380927639 |
| Median Absolute Deviation (MAD) | 0.62 |
| Skewness | 2.435330583 |
| Sum | 21049.48 |
| Variance | 2.856060837 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02 | 362 | 1.9% |
| 1 | 352 | 1.9% |
| 0.05 | 333 | 1.8% |
| 0.03 | 323 | 1.7% |
| 0.04 | 268 | 1.4% |
| 0.08 | 256 | 1.3% |
| 0.16 | 244 | 1.3% |
| 0.09 | 235 | 1.2% |
| 0.06 | 226 | 1.2% |
| 0.11 | 217 | 1.1% |
| Other values (779) | 12427 | |
| (Missing) | 3758 | 19.8% |
| Value | Count | Frequency (%) |
| 0.01 | 17 | 0.1% |
| 0.02 | 362 | |
| 0.03 | 323 | |
| 0.04 | 268 | |
| 0.05 | 333 | |
| 0.06 | 226 | |
| 0.07 | 168 | |
| 0.08 | 256 | |
| 0.09 | 235 | |
| 0.1 | 191 |
| Value | Count | Frequency (%) |
| 27.95 | 1 | |
| 20.94 | 1 | |
| 19.75 | 1 | |
| 17.82 | 1 | |
| 16.22 | 1 | |
| 13.45 | 1 | |
| 13.42 | 1 | |
| 13.24 | 1 | |
| 13.15 | 1 | |
| 12.99 | 1 |
calculated_host_listings_count
Real number (ℝ≥0)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.583811378 |
| Minimum | 1 |
|---|---|
| Maximum | 327 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 13 |
| Maximum | 327 |
| Range | 326 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 31.15475023 |
|---|---|
| Coefficient of variation (CV) | 4.732023511 |
| Kurtosis | 77.21481439 |
| Mean | 6.583811378 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.461222905 |
| Sum | 125099 |
| Variance | 970.6184621 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 12627 | |
| 2 | 2605 | 13.7% |
| 3 | 1123 | 5.9% |
| 4 | 539 | 2.8% |
| 5 | 345 | 1.8% |
| 6 | 208 | 1.1% |
| 7 | 165 | 0.9% |
| 8 | 164 | 0.9% |
| 327 | 117 | 0.6% |
| 9 | 98 | 0.5% |
| Other values (37) | 1010 | 5.3% |
| Value | Count | Frequency (%) |
| 1 | 12627 | |
| 2 | 2605 | 13.7% |
| 3 | 1123 | 5.9% |
| 4 | 539 | 2.8% |
| 5 | 345 | 1.8% |
| 6 | 208 | 1.1% |
| 7 | 165 | 0.9% |
| 8 | 164 | 0.9% |
| 9 | 98 | 0.5% |
| 10 | 69 | 0.4% |
| Value | Count | Frequency (%) |
| 327 | 117 | |
| 232 | 71 | |
| 121 | 44 | 0.2% |
| 103 | 36 | 0.2% |
| 96 | 69 | |
| 91 | 34 | 0.2% |
| 87 | 32 | 0.2% |
| 65 | 19 | 0.1% |
| 52 | 41 | 0.2% |
| 50 | 16 | 0.1% |
| Distinct | 366 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.7253829 |
| Minimum | 0 |
|---|---|
| Maximum | 365 |
| Zeros | 6970 |
| Zeros (%) | 36.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 39 |
| Q3 | 219 |
| 95-th percentile | 358 |
| Maximum | 365 |
| Range | 365 |
| Interquartile range (IQR) | 219 |
Descriptive statistics
| Standard deviation | 130.5998995 |
|---|---|
| Coefficient of variation (CV) | 1.190243279 |
| Kurtosis | -0.9348291358 |
| Mean | 109.7253829 |
| Median Absolute Deviation (MAD) | 39 |
| Skewness | 0.8027018468 |
| Sum | 2084892 |
| Variance | 17056.33374 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6970 | |
| 365 | 432 | 2.3% |
| 364 | 195 | 1.0% |
| 1 | 176 | 0.9% |
| 5 | 133 | 0.7% |
| 3 | 115 | 0.6% |
| 2 | 113 | 0.6% |
| 179 | 112 | 0.6% |
| 89 | 111 | 0.6% |
| 6 | 110 | 0.6% |
| Other values (356) | 10534 |
| Value | Count | Frequency (%) |
| 0 | 6970 | |
| 1 | 176 | 0.9% |
| 2 | 113 | 0.6% |
| 3 | 115 | 0.6% |
| 4 | 107 | 0.6% |
| 5 | 133 | 0.7% |
| 6 | 110 | 0.6% |
| 7 | 96 | 0.5% |
| 8 | 85 | 0.4% |
| 9 | 83 | 0.4% |
| Value | Count | Frequency (%) |
| 365 | 432 | |
| 364 | 195 | |
| 363 | 88 | 0.5% |
| 362 | 62 | 0.3% |
| 361 | 44 | 0.2% |
| 360 | 33 | 0.2% |
| 359 | 49 | 0.3% |
| 358 | 53 | 0.3% |
| 357 | 33 | 0.2% |
| 356 | 26 | 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| id | name | host_id | host_name | neighbourhood_group | neighbourhood | latitude | longitude | room_type | price | minimum_nights | number_of_reviews | last_review | reviews_per_month | calculated_host_listings_count | availability_365 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9138664 | Private Lg Room 15 min to Manhattan | 47594947 | Iris | Queens | Sunnyside | 40.74271 | -73.92493 | Private room | 74 | 2 | 6 | 2019-05-26 | 0.13 | 1 | 5 |
| 1 | 31444015 | TIME SQUARE CHARMING ONE BED IN HELL'S KITCHEN,NYC | 8523790 | Johlex | Manhattan | Hell's Kitchen | 40.76682 | -73.98878 | Entire home/apt | 170 | 3 | 0 | NaT | NaN | 1 | 188 |
| 2 | 8741020 | Voted #1 Location Quintessential 1BR W Village Apt | 45854238 | John | Manhattan | West Village | 40.73631 | -74.00611 | Entire home/apt | 245 | 3 | 51 | 2018-09-19 | 1.12 | 1 | 0 |
| 3 | 34602077 | Spacious 1 bedroom apartment 15min from Manhattan | 261055465 | Regan | Queens | Astoria | 40.76424 | -73.92351 | Entire home/apt | 125 | 3 | 1 | 2019-05-24 | 0.65 | 1 | 13 |
| 4 | 23203149 | Big beautiful bedroom in huge Bushwick apartment | 143460 | Megan | Brooklyn | Bushwick | 40.69839 | -73.92044 | Private room | 65 | 2 | 8 | 2019-06-23 | 0.52 | 2 | 8 |
| 5 | 4402805 | LRG 2br BKLYN APT CLOSE TO TRAINS AND PARK | 22807362 | Jenny | Brooklyn | Prospect-Lefferts Gardens | 40.66025 | -73.96270 | Entire home/apt | 120 | 3 | 3 | 2018-08-28 | 0.05 | 1 | 16 |
| 6 | 30070126 | ✩Prime Renovated 1/1 Apartment in Upper East Side✩ | 4968673 | Sean | Manhattan | Upper East Side | 40.76831 | -73.95929 | Entire home/apt | 200 | 5 | 2 | 2019-05-26 | 0.68 | 1 | 71 |
| 7 | 34231172 | Fully renovated brick house floor in Brooklyn | 59642348 | Kevin | Brooklyn | Sunset Park | 40.64550 | -74.01262 | Entire home/apt | 95 | 1 | 9 | 2019-07-08 | 9.00 | 1 | 106 |
| 8 | 5856760 | Renovated 1BR in exciting, convenient area | 29408349 | Chad | Manhattan | Chinatown | 40.71490 | -73.99976 | Entire home/apt | 179 | 5 | 7 | 2017-04-18 | 0.14 | 1 | 0 |
| 9 | 7929441 | Beautiful Loft w/ Waterfront View! | 1453898 | Anthony | Brooklyn | Williamsburg | 40.71268 | -73.96676 | Private room | 105 | 2 | 232 | 2019-06-19 | 5.00 | 3 | 64 |
Last rows
| id | name | host_id | host_name | neighbourhood_group | neighbourhood | latitude | longitude | room_type | price | minimum_nights | number_of_reviews | last_review | reviews_per_month | calculated_host_listings_count | availability_365 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18991 | 5192459 | Quiet Room in 4BR UWS Brownstone | 10677483 | Greg | Manhattan | Upper West Side | 40.80173 | -73.96625 | Private room | 70 | 1 | 0 | NaT | NaN | 1 | 0 |
| 18992 | 1327940 | Huge Gorgeous Park View Apartment! | 3290436 | Hadar | Brooklyn | Flatbush | 40.65335 | -73.96257 | Entire home/apt | 120 | 3 | 13 | 2016-08-27 | 0.28 | 2 | 327 |
| 18993 | 23612681 | Shared Room 1 Stop from Manhattan on the F Train | 55724558 | Taylor | Queens | Long Island City | 40.76006 | -73.94080 | Private room | 55 | 4 | 2 | 2019-06-01 | 0.65 | 5 | 89 |
| 18994 | 34485745 | Midtown Manhattan Stunner - Private room | 261632622 | Royalton | Manhattan | Theater District | 40.75491 | -73.98507 | Private room | 100 | 1 | 3 | 2019-06-16 | 3.00 | 9 | 318 |
| 18995 | 25616250 | Stylish, spacious, private 1BR apt in Ditmas Park | 125396920 | Adam | Brooklyn | Flatbush | 40.64314 | -73.95705 | Entire home/apt | 75 | 3 | 10 | 2019-01-03 | 0.84 | 1 | 0 |
| 18996 | 7094539 | Tranquil haven in bubbly Brooklyn | 2052211 | Adriana | Brooklyn | Windsor Terrace | 40.65360 | -73.97546 | Entire home/apt | 143 | 14 | 2 | 2016-08-27 | 0.04 | 1 | 10 |
| 18997 | 4424261 | Large 1 BR with backyard on UWS | 3447311 | Sarah | Manhattan | Upper West Side | 40.80188 | -73.96808 | Entire home/apt | 200 | 2 | 22 | 2019-05-21 | 0.50 | 1 | 0 |
| 18998 | 4545882 | Amazing studio/Loft with a backyard | 23569951 | Kaveh | Manhattan | Upper East Side | 40.78110 | -73.94567 | Entire home/apt | 220 | 3 | 28 | 2019-05-23 | 0.50 | 1 | 293 |
| 18999 | 26518547 | U2 comfortable double bed sleeps 2 guests | 295128 | Carol Gloria | Bronx | Clason Point | 40.81225 | -73.85502 | Private room | 80 | 1 | 4 | 2019-07-01 | 1.48 | 7 | 365 |
| 19000 | 33631782 | Private Bedroom in Williamsburg Apt! | 8569221 | Andi | Brooklyn | Williamsburg | 40.71829 | -73.95819 | Private room | 109 | 3 | 3 | 2019-04-28 | 1.07 | 2 | 97 |